ASILO Robustness — Summary

Final-round snapshot (mean ± 95% CI)

block label method round f1_mean f1_std ci_low ci_high bytes_cum_mean
heterogeneous fast25 ASILO 99 0.8879 0.0213 0.8747 0.9011 65123483.8000
heterogeneous fast25 DFedSAM 99 0.8821 0.0202 0.8696 0.8946 78780000.0000
heterogeneous fast25 DeceFL 99 0.8712 0.0127 0.8633 0.8791 315120000.0000
heterogeneous fast25 FedAvg 99 0.8793 0.0228 0.8652 0.8935 78780000.0000
heterogeneous fast50 ASILO 99 0.8973 0.0143 0.8884 0.9062 59695413.1000
heterogeneous fast50 DFedSAM 99 0.8845 0.0228 0.8704 0.8986 78780000.0000
heterogeneous fast50 DeceFL 99 0.8705 0.0265 0.8541 0.8870 315120000.0000
heterogeneous fast50 FedAvg 99 0.8776 0.0161 0.8676 0.8876 78780000.0000
homogeneous homogeneous ASILO 99 0.8865 0.0133 0.8782 0.8947 81126099.3000
homogeneous homogeneous DFedSAM 99 0.8694 0.0189 0.8576 0.8811 78780000.0000
homogeneous homogeneous DeceFL 99 0.8802 0.0169 0.8697 0.8906 315120000.0000
homogeneous homogeneous FedAvg 99 0.8841 0.0147 0.8750 0.8932 78780000.0000

f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png

Communication summary (per method × condition)

method condition edges sent_events recv_events total_bytes
ASILO fast25 189 3540 3539 19096712
ASILO fast50 186 3238 3238 17474172
DFedSAM fast25 30 30000 30000 62400000
DFedSAM fast50 30 30000 30000 62400000
DeceFL fast25 60 120000 60000 187200000
DeceFL fast50 60 120000 60000 187200000
FedAvg fast25 30 44812 30000 77804480
FedAvg fast50 30 44811 30000 77803440

Communication Graphs

ASILO

ASILO — fast25
ASILO — fast50

FedAvg

FedAvg — fast25
FedAvg — fast50

DFedSAM

DFedSAM — fast25
DFedSAM — fast50

DeceFL

DeceFL — fast25
DeceFL — fast50

Effective Contribution Graphs

ASILO

ASILO — fast25
ASILO — fast50